US3906196A - Non-linear feedback controller - Google Patents

Non-linear feedback controller Download PDF

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US3906196A
US3906196A US407166A US40716673A US3906196A US 3906196 A US3906196 A US 3906196A US 407166 A US407166 A US 407166A US 40716673 A US40716673 A US 40716673A US 3906196 A US3906196 A US 3906196A
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magnitude
error signal
signal
control signal
error
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David Allan Spitz
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Industrial Nucleonics Corp
ABB Automation Inc
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Assigned to ACCURAY CORPORATION reassignment ACCURAY CORPORATION CHANGE OF NAME (SEE DOCUMENT FOR DETAILS). EFFECTIVE: 07/02/79 Assignors: ACCURAY LEASING CORPORATION
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    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F26DRYING
    • F26BDRYING SOLID MATERIALS OR OBJECTS BY REMOVING LIQUID THEREFROM
    • F26B25/00Details of general application not covered by group F26B21/00 or F26B23/00
    • F26B25/22Controlling the drying process in dependence on liquid content of solid materials or objects
    • DTEXTILES; PAPER
    • D21PAPER-MAKING; PRODUCTION OF CELLULOSE
    • D21FPAPER-MAKING MACHINES; METHODS OF PRODUCING PAPER THEREON
    • D21F5/00Dryer section of machines for making continuous webs of paper
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B11/00Automatic controllers
    • G05B11/01Automatic controllers electric
    • G05B11/06Automatic controllers electric in which the output signal represents a continuous function of the deviation from the desired value, i.e. continuous controllers
    • G05B11/10Automatic controllers electric in which the output signal represents a continuous function of the deviation from the desired value, i.e. continuous controllers the signal transmitted being dc
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05DSYSTEMS FOR CONTROLLING OR REGULATING NON-ELECTRIC VARIABLES
    • G05D22/00Control of humidity
    • G05D22/02Control of humidity characterised by the use of electric means

Definitions

  • a feedback system provides control for an actuator in a range of error signals wherein deadband is otherwise frequently provided to reduce noise content of a parameter controlled by the actuator.
  • a signal indicative of the magnitude of the controlled parameter is compared with a setpoint for the controlled parameter to derive an error signal having a magnitude and polarity equal to the difference between the parameter and the setpoint.
  • a control signal for the actuator is derived by feeding the error signal to a network which generates an output signal having a magnitude directly proportional to the s'quare'of the error signal and a polarity that is the same as the polarity of the error signal.
  • the control signal is linearly related to the error signal.
  • the present invention relates generally to sampling or digital feedback controllers and, more particularly, to a feedback controller wherein noise is reduced by deriving a control signal that is a nonlinear function of the error signal magnitude.
  • One type of conventional sampling or digital linear feedback controller includes means for deriving an error signal in response to a comparison of a signal indicative of an output quantity and a setpoint magnitude for the quantity.
  • a feedback signal for an actuator controlling the output quantity is derived.
  • the control signal magnitude is linearly related to the error signal value by a multiplication factor determined by the gain of the feedback loop.
  • the feedback loop effectively controls the average value of'the output quantity to the setpoint.
  • this type of controller causes a significant increase in random variations, i.e., noise, in the output quantity compared to the amount of noise that would occur if no feedback control had been provided. Noise, in the present case, is defined as random variations that cannot be corrected by the feedback controller.
  • sampling or digital linear feedback controllers have been modified to include a deadband.
  • deadband feedback controllers no control is provided in a relatively narrow range of error signals wherein the output quantity deviates by a small amount from the setpoint. Thereby, the output quantity does not have a tendency to be unstable or oscillate about the setpoint value with'a resulting decrease in the magnitude of the random variations.
  • no control of the output quantity can be provided in the deadband region and this can result in fairly substantial uncorrectable errors in the output quantity. These uncorrectable errors significantly retard the response of deadband feedback controllers since the actuator is not driven until the error magnitude exceeds the deadband.
  • an improved sampling or digital feedback controller wherein the noted disadvantages of the linear and deadband controllers are substantially avoided.
  • the result is achieved by including a nonlinear device responsive to the error signal.
  • the nonlinear device has a gain proportional to the error signal magnitude and is operative within assigned limits of the error signal. Outside of the assigned limits, the nonlinear, variable gain is effectively replaced by a fixed gain.
  • nonlinear control is provided, but the amount of control is less than is obtained in a linear feedback controller so that the tendency of the controller to cause oscillation and therefore increase random variations of the output quantity is reduced relative to a linear feedback controller. Since control between the assigned limits region is continuous, rather than discontinuous as in a true deadband controller, the response is considerably better than that of true deadband controllers.
  • the absolute value of the error signal is derived and multiplied by a constant related to the standard deviation of the output quantity; the value of the standard deviation can be determined on a predetermined basis from known statistical properties of the output quantity.
  • a good value for the constant (assuming Gaussian or white noise) is approximately 1/60- (where 0' the standard deviation of the output quantity) to provide an effective compromise between transient response and noise reduction. If the constant is less than 1/60, the system transient response is retarded, while for values of the constant greater than 1/60- there is an increase in the amount of noise in the output quantity.
  • the absolute value signal is multiplied by the error signal to derive a control signal having a magnitude equal to the square of the error signal multiplied by the constant and a polarity determined by the polarity of the error signal. Because of the square law relationship between the control signal and the error signal magnitude, the control signal magnitude is less than the error signal magnitude over the region of error signals within a region wherein the absolute magnitude of the error signal is less than 60'. Therefore, the nonlinear type operation is obtained in the present invention in the region wherein the absolute magnitudeof the error signal is less than 60'. For values of the error signal greater than 60', linear operation is obtained.
  • an object of the present invention to provide a new and improved sampling or digital nonlinear, feedback controller.
  • Another object of the invention is to provide a new and improved sampling or digital feedback system for providing control of an actuator in a range of error signals wherein deadband is otherwise frequently provided to alleviate the effects of noise produced by a proportional feedback controller.
  • a further object of the invention is to provide a new and improved sampling or digital system wherein offset due to deadband is substantially alleviated without substantially increasing random, uncorrectable variations relative to the magnitude of the variations without feedback and control.
  • FIG. 1 is a block diagram of one preferred embodiment of the invention
  • FIG. 2 is a plot of control signal variations versus error signal variations of the system illustrated in FIG. 1;
  • FIG. 3 is a diagram illustrating gain versus error signal magnitude of the system of FIG. 1.
  • FIG. 1 The system specifically illustrated in FIG. 1 involves control of a steam valve 11 of a dryer 12 included in a paper-making machine. It is to be understood however, that the principles of the invention are equally applicable to control of any suitable actuator and the invention is not limited to the specific system described and illustrated.
  • Dryer 12 is of a conventional type, and removes moisture from sheet 13 that travels longitudinally through the dryer. Downstream of dryer 12 is a scanning moisture gauge 14 that periodically. such as once every minute, scans between the sheet edges. As gauge 14 scans across sheet 13, the gauge derives. an electric output signal indicative of the moisture of the sheet along a diagonal region.
  • the signal derived from gauge 14 is supplied to a conventional profile average computer 15 which, upon completion of a scan of gauge 14, derives an output signal having a magnitude'equal to the average value of the sheet moisture as detected by gauge 14 over its last scan.
  • the output signal of profile averaging computer 15 is maintained constant between scans of gauge 14, until the next scan of the gauge has been completed.
  • the output signal of profile averaging computer 15 is-compared with a moisture setpoint signal derived from. source 16.
  • the comparison of the output signals of computer 15 and source 16 is performed by subtraction network 17, which derives an error signal indicative of the difference between the average moisture value fora scan of gauge 14 across sheet 13 relative to the. moisture. setpoint .derived from source 16.
  • the error. signal magnitude derived from difference network 17 is supplied to sampler 18 which derives an out put-signal for a relatively short time after each scan of gauge 14has been completed in response to a sample command signal being fed to the sampler by computer 15; the. sample command signal is supplied to sample in response, to the computer completing a computation after each scan.
  • Sampler 18 derives an output that is fed .to nonlinear controller 19 which forms the basis for the present invention.
  • Nonlinear controller 19 responds to the magnitude of the sampled .error signal to derive a control signal on lead 21.
  • the control signal has a gamut of different values that continuously vary as a nonlinear, monotomic function overa predetermined range, i.e., within assigned limits, of the sampled error signals.
  • the range of error signals can be considered as somewhat similar to a deadband of a normal deadband type feedback controller of the prior art.
  • nonlinear controller 19 is activated so that the magnitude of the control signal on lead 21 is linearly related to the magnitude of the error signal derived from sampler 18.
  • the magnitude of the error signal on lead 21 is directly proportional to the square of the error signal derived from sampler l8 and has a polarity that is the same as the output error signal of the sampler.
  • the linear proportionality constant is preferably set equal to approximately 1/60', where 0' is the standard deviation of the output signal of moisture gauge 14. The value of 0' can be determined on a predetermined basis and is therefore generally an approximation of the standard deviation of the moisture or other output parameter being controlled.
  • network 19 includes an absolute value circuit 22 connected to be responsive to the output signal of sampler 18.
  • the absolute value circuit 22 derives a signal having a magnitude equal to the magnitude of the signal derived from sampler 18.
  • the polarity of the output signal of absolute value network 22, however, is always the same, e.g. positive.
  • the output signal of absolute value circuit 22 is combined in multiplier 23 with a signal derived from source 20 and having a magnitude equal to the predetermined quantity 1/60'. Multiplier 23 thereby derives an output signal having a magnitude equal to the magnitude of the error signal multiplied by 1/60'.
  • network 19 In response to the error signal being of relatively small value, within the assigned limits, network 19 functions in a non-linear manner. If, however, the error signal has a relatively large magnitude, network '19 is activated so that it enables the feedback loop to function in a linear manner.
  • theoutput signal of multiplier 23 is supplied to comparator 24, having a second input signal responsive to source 25.
  • Source 25 derives a constant magnitude signal having a value indicative of a signal magnitude of plus one for the output of multiplier 23.
  • Comparator 24 responds to the output signals of multiplier 23 and source 25 to actuate double pole single throw switch 26, that includes an armature which selectively connects contacts 27 and 29 to output lead 28.
  • comparator 24 In response to the magnitude of the output signal of multiplier 23 being less than or equal to one, comparator 24 activates switch 26 whereby the output signal of multiplier 23 which is supplied to contact 29 is fed to output lead 28 by armature 30. In the alternative, in response to the output signal magnitude of multiplier 23 exceeding a magnitude of one, comparator 24 activates switch 26 whereby the switch is energized to engage contact 27. Supplied to contact.
  • the signal derived on lead 28 has a magnitude linearly proportional to the magnitude of the error signal for values of the error signal that fall within the assigned limits.
  • the magnitude of the signal supplied to lead 28 is a constant, equal'to plus one.
  • the signal on lead 28 is supplied as one input to multiplier 32, having a second input responsive to the error signal derived from sampler 18.
  • Multiplier 32 responds to the output signal of sampler 18 and the signal on lead 28 to derive the control signal on lead 21. As illustrated in FIG.
  • the control signal on lead 21 has: (1) a value directly proportional to the square of the error signal within the assigned limits, as indicated bymirror image square law line segments 33 and 34 on opposite'sides of a zero error signal, and (2) a value directly proportional to the error signal value outside of the assigned limits, as indicated by mirror image straight line segments 35 and 36 that have the same slope and respectively intersect segments 33 and 34 at the error values of and 60', which form boundaries for the assigned limits; at the assigned limits the control and error signal magnitudes are both equal to 60.
  • Line segments 35 and 36 if projected into the region wherein the error signal magnitude is less than 60', would form a continuous straight line intersecting the origin of the FIG. 2 coordinate system. It is noted that the magnitudes of segments 33 and 34 between the assigned limits are less than those of corresponding points on the projected straight line and therefore the gain provided by network 19 between the assigned limthroughout the assigned limits.
  • the nonlinear controller 19 can alsobe thought of as a device having a variable gain proportional to error signal magnitude between the assigned limits and fixed gain outside of the assigned limits.
  • the gain of network 19 linearly increases with aslope .of l/6cr, as indicated by the upward sloping straight line segments and 37 which originate at the origin of the FIG. 3 coordinate system.
  • the gain of network 19 approaches zero to provide limited deadband like response and therefore minimize noise.
  • the gain never reaches zero for a finite,-non-'zero'error, continuous correction is provided over the entire range between the assigned limits and transient response problems of deadband controllers are substantially avoided.
  • the gain of network 19 undergoes an abrupt transition and becomes constant, at'a value equal to plus one," as indicated by the horizontal straight line segments 38 and 39.
  • the output signal of network 19 on lead 21 is em ployed to derive a setpoint signal for controlling-the average position of valve 1 1 during a scan of gauge 14.
  • the signal on lead 21, which is derived once for a short time interval after each scan as a result of sampling by circuit 18, is supplied to a conventional integral controller 41 that derives an output signal magnitude that remains constant for one scan of motor 14, until the next signal is derived on lead 21.
  • the setpoint signal derived from integral controller 41 is supplied as a supervisory, steam pressure setpoint input signal to a conventional analog steam pressure controller 42.
  • Steam pressure controller 42 is also responsive to an electrical input signal indicative of the pressure within dryer 12, as derived by pressure transducer 43.
  • Controller 42 responds to the output signals of controller 41 and transducer 43 to derive a pneumatic signal to control the position of valve 11.
  • the pneumatic signal supplied by controller 42 to valve 11 is responsive to a comparison of the setpoint signal derived from controller 41 and transducer 43 to control the amount of steam fed to dryer 12 from source 44, whereby the steam pressure in dryer 12 is maintained at a value determined by,controller 41. Randomuncontrollable variations in the steam pressure are reduced as a result of the present invention because of the non-linear nature ofnetwork19, but the steam pressure is controlled as a-fun'ction of the errorsignal magnitude for all values oftheverror. r
  • a system'for controlling an'output of an actuator said-output controlling a parameter to a setpoint value, comprising a feedback loop having an input responsive to a first signal indicative of the magnitude of the controlled parameter, said feedback loop including means for deriving an error signal indicative'of the polarity and magnitude of the deviation of the first signal from the-setpoint value, means responsive to the error signal for de'rivinga control signal having a magnitude that is a nonlinear continuous function of the deviation indicated by the error signal magnitude and has a polarity determined by the error signal indication of the polarity deviation, said control signal having a magnitude less than the magnitude indicated by the error signal for all error signal magnitudes indicative of the magnitude of the deviation being less than an assigned limit value except in response to the indicated deviation being equal to zero at which the control signal is zero, and means for energizing the actuator in response to the control signal, whereby noise normally introduced by the feedback means on the controlled parameter is substantially reduced by the nonlinear function, said control signal deriving means including-means for maintaining the control signal
  • a system for controlling an output of an actuator said output controlling a parameter to a setpoint value, comprising a feedback loop having an input responsive to a first signal indicative of the magnitude of the controlled parameter, said feedback loop including means for deriving an error signal having a value indicative of the polarity and magnitude of the first signal relative to a setpoint value, said error signal having a magnitude directly proportional to the difference between the first signal and the setpoint value, means responsive to the error signal for deriving a control signal having a magnitude that is a nonlinear continuous function of the error signal magnitude and a polarity determined by the error signal polarity, said control signal monotonically increasing in magnitude for all magnitudes of the error signal less than an assigned limit value, said control signal having a magnitude less than the error signal magnitude for all error signal magnitudes less than the assigned limit value except in response to the error signal value being equal to zero wherein the control signal magnitude equals zero, and means for energizing the actuator in response to the control signal, whereby noise normally introduced by the feedback means on the controlled parameter is
  • Asystem for controlling an output of an actuator, said output controlling a parameter to a setpoint value comprising a feedback loop having an input responsive to a first signalindicative of the magnitude of the controlled parameter, said feedback loop including means for deriving an error signal having a value indicative of the polarity and magnitude of the first signal relative to a setpoint value, said error signal having a magnitude directly proportional to the difference between the first signal and the setpoint value, means responsive to the error signal for deriving a control signal having a magnitude that is a nonlinear continuous function of the error signal magnitude and a polarity determined by the error signal polarity, said control signal monotonically increasing in magnitude for all magnitudes of the error signal less than an assigned limit value, said control signal having a magnitude less than the error signal magnitude for all error signal magnitudes less than the assigned limit value except in response to the error signal value being equal to zero wherein the control signal magnitude equals zero, and means for energizing the actuator in response to the control signal, whereby noise normally introduced by the feedback means on the controlled parameter

Abstract

A feedback system provides control for an actuator in a range of error signals wherein deadband is otherwise frequently provided to reduce noise content of a parameter controlled by the actuator. A signal indicative of the magnitude of the controlled parameter is compared with a setpoint for the controlled parameter to derive an error signal having a magnitude and polarity equal to the difference between the parameter and the setpoint. For error signals within assigned limits, a control signal for the actuator is derived by feeding the error signal to a network which generates an output signal having a magnitude directly proportional to the square of the error signal and a polarity that is the same as the polarity of the error signal. For error signals beyond assigned limits for the error signal, the control signal is linearly related to the error signal.

Description

United States Patent 1 Spitz [451 Sept. 16, 1975 NON-LINEAR FEEDBACK CONTROLLER [75] inventor: David Allan Spitz, Columbus, Ohio [73] Assignee: Industrial Nucleonics Corporation, Columbus, Ohio [22] Filed: Oct. l7, 1973 21 Appl. No.: 407,166
Primary ExaminerEugene G. Botz Attorney, Agent, or Firm-W. T. Fryer, 111; C. Henry Peterson; Allan M. Lowe s7 ABSTRACT A feedback system provides control for an actuator in a range of error signals wherein deadband is otherwise frequently provided to reduce noise content of a parameter controlled by the actuator. A signal indicative of the magnitude of the controlled parameter is compared with a setpoint for the controlled parameter to derive an error signal having a magnitude and polarity equal to the difference between the parameter and the setpoint. For error signals within assigned limits, a control signal for the actuator is derived by feeding the error signal to a network which generates an output signal having a magnitude directly proportional to the s'quare'of the error signal and a polarity that is the same as the polarity of the error signal. For error signals beyond assigned limits for the error signal, the control signal is linearly related to the error signal.
4 Claims, 3 Drawing Figures \e ,1 z MmsTuRE 1 5H PomT ABSOLUTE I S1GNALSOURCE VALUE 44) [\8 NETWORK PROFlLE v '13 l g g a AVERAGE amaze g I I 4'1 COMPUTER l x p- $\GNA\ I 1 I SOURCE ANALOG 4 I CONTROLLER l I HR I \NTEGRAL coNTRoLLee I I PRESSURE F011 STEAM PRESSURE I X 50 seT PomT I :1 I 11 l 18 l 7 I l "I I COMPARKYOR I NETWORK l I I l SlGNAL 1 SOURCE. 7.5 1
NON-LINEAR FEEDBACK CONTROLLER FIELD OF THE INVENTION The present invention relates generally to sampling or digital feedback controllers and, more particularly, to a feedback controller wherein noise is reduced by deriving a control signal that is a nonlinear function of the error signal magnitude.
BACKGROUND OF THE INVENTION One type of conventional sampling or digital linear feedback controller includes means for deriving an error signal in response to a comparison of a signal indicative of an output quantity and a setpoint magnitude for the quantity. In response to the error signal magnitude and polarity, a feedback signal for an actuator controlling the output quantity is derived. The control signal magnitude is linearly related to the error signal value by a multiplication factor determined by the gain of the feedback loop. The feedback loop effectively controls the average value of'the output quantity to the setpoint. However, for large gain magnitudes, this type of controller causes a significant increase in random variations, i.e., noise, in the output quantity compared to the amount of noise that would occur if no feedback control had been provided. Noise, in the present case, is defined as random variations that cannot be corrected by the feedback controller.
To reduce noise, sampling or digital linear feedback controllers have been modified to include a deadband. In deadband feedback controllers, no control is provided in a relatively narrow range of error signals wherein the output quantity deviates by a small amount from the setpoint. Thereby, the output quantity does not have a tendency to be unstable or oscillate about the setpoint value with'a resulting decrease in the magnitude of the random variations. However, no control of the output quantity can be provided in the deadband region and this can result in fairly substantial uncorrectable errors in the output quantity. These uncorrectable errors significantly retard the response of deadband feedback controllers since the actuator is not driven until the error magnitude exceeds the deadband.
BRIEF DESCRIPTION OF THE INVENTION In accordance with the present invention, an improved sampling or digital feedback controller is provided wherein the noted disadvantages of the linear and deadband controllers are substantially avoided. The result is achieved by including a nonlinear device responsive to the error signal. The nonlinear device has a gain proportional to the error signal magnitude and is operative within assigned limits of the error signal. Outside of the assigned limits, the nonlinear, variable gain is effectively replaced by a fixed gain. Hence, within the assigned limits region, nonlinear control is provided, but the amount of control is less than is obtained in a linear feedback controller so that the tendency of the controller to cause oscillation and therefore increase random variations of the output quantity is reduced relative to a linear feedback controller. Since control between the assigned limits region is continuous, rather than discontinuous as in a true deadband controller, the response is considerably better than that of true deadband controllers.
In a particular embodiment of the invention, the absolute value of the error signal is derived and multiplied by a constant related to the standard deviation of the output quantity; the value of the standard deviation can be determined on a predetermined basis from known statistical properties of the output quantity. A good value for the constant (assuming Gaussian or white noise) is approximately 1/60- (where 0' the standard deviation of the output quantity) to provide an effective compromise between transient response and noise reduction. If the constant is less than 1/60, the system transient response is retarded, while for values of the constant greater than 1/60- there is an increase in the amount of noise in the output quantity. To provide the nonlinear control, the absolute value signal, as modified by the constant, is multiplied by the error signal to derive a control signal having a magnitude equal to the square of the error signal multiplied by the constant and a polarity determined by the polarity of the error signal. Because of the square law relationship between the control signal and the error signal magnitude, the control signal magnitude is less than the error signal magnitude over the region of error signals within a region wherein the absolute magnitude of the error signal is less than 60'. Therefore, the nonlinear type operation is obtained in the present invention in the region wherein the absolute magnitudeof the error signal is less than 60'. For values of the error signal greater than 60', linear operation is obtained.
It is accordingly, an object of the present invention to provide a new and improved sampling or digital nonlinear, feedback controller.
Another object of the invention is to provide a new and improved sampling or digital feedback system for providing control of an actuator in a range of error signals wherein deadband is otherwise frequently provided to alleviate the effects of noise produced by a proportional feedback controller.
A further object of the invention is to provide a new and improved sampling or digital system wherein offset due to deadband is substantially alleviated without substantially increasing random, uncorrectable variations relative to the magnitude of the variations without feedback and control.
The above and still further objects, features and advantages of the present invention will become apparent upon consideration of the following detailed description of one specific embodiment thereof, especially when taken in conjunction with the accompanying drawing.
BRIEF DESCRIPTION OFTHE DRAWING FIG. 1 is a block diagram of one preferred embodiment of the invention;
FIG. 2 is a plot of control signal variations versus error signal variations of the system illustrated in FIG. 1; and
FIG. 3 is a diagram illustrating gain versus error signal magnitude of the system of FIG. 1.
DETAILED DESCRIPTION OF THE DRAWING The system specifically illustrated in FIG. 1 involves control of a steam valve 11 of a dryer 12 included in a paper-making machine. It is to be understood however, that the principles of the invention are equally applicable to control of any suitable actuator and the invention is not limited to the specific system described and illustrated. Dryer 12 is of a conventional type, and removes moisture from sheet 13 that travels longitudinally through the dryer. Downstream of dryer 12 is a scanning moisture gauge 14 that periodically. such as once every minute, scans between the sheet edges. As gauge 14 scans across sheet 13, the gauge derives. an electric output signal indicative of the moisture of the sheet along a diagonal region. The signal derived from gauge 14 is supplied to a conventional profile average computer 15 which, upon completion of a scan of gauge 14, derives an output signal having a magnitude'equal to the average value of the sheet moisture as detected by gauge 14 over its last scan. The output signal of profile averaging computer 15 is maintained constant between scans of gauge 14, until the next scan of the gauge has been completed.
The output signal of profile averaging computer 15 is-compared with a moisture setpoint signal derived from. source 16. The comparison of the output signals of computer 15 and source 16 is performed by subtraction network 17, which derives an error signal indicative of the difference between the average moisture value fora scan of gauge 14 across sheet 13 relative to the. moisture. setpoint .derived from source 16. The error. signal magnitude derived from difference network 17 is supplied to sampler 18 which derives an out put-signal for a relatively short time after each scan of gauge 14has been completed in response to a sample command signal being fed to the sampler by computer 15; the. sample command signal is supplied to sample in response, to the computer completing a computation after each scan. Sampler 18 derives an output that is fed .to nonlinear controller 19 which forms the basis for the present invention.
Nonlinear controller 19 responds to the magnitude of the sampled .error signal to derive a control signal on lead 21. The control signal has a gamut of different values that continuously vary as a nonlinear, monotomic function overa predetermined range, i.e., within assigned limits, of the sampled error signals. The range of error signals can be considered as somewhat similar to a deadband of a normal deadband type feedback controller of the prior art. The magnitude of each of the different values within the range is less than the magnitude of=the ,error signal except when the error signal is equal "to-zero, at which time the error signal and the control signal are both zero. Outside of the range, the
nonlinear controller 19 is activated so that the magnitude of the control signal on lead 21 is linearly related to the magnitude of the error signal derived from sampler 18.
In the preferred embodiment, the magnitude of the error signal on lead 21 is directly proportional to the square of the error signal derived from sampler l8 and has a polarity that is the same as the output error signal of the sampler. The linear proportionality constant is preferably set equal to approximately 1/60', where 0' is the standard deviation of the output signal of moisture gauge 14. The value of 0' can be determined on a predetermined basis and is therefore generally an approximation of the standard deviation of the moisture or other output parameter being controlled.
To provide the described nonlinear response on lead 21, network 19 includes an absolute value circuit 22 connected to be responsive to the output signal of sampler 18. The absolute value circuit 22derives a signal having a magnitude equal to the magnitude of the signal derived from sampler 18. The polarity of the output signal of absolute value network 22, however, is always the same, e.g. positive. The output signal of absolute value circuit 22 is combined in multiplier 23 with a signal derived from source 20 and having a magnitude equal to the predetermined quantity 1/60'. Multiplier 23 thereby derives an output signal having a magnitude equal to the magnitude of the error signal multiplied by 1/60'.
In response to the error signal being of relatively small value, within the assigned limits, network 19 functions in a non-linear manner. If, however, the error signal has a relatively large magnitude, network '19 is activated so that it enables the feedback loop to function in a linear manner. To these ends, theoutput signal of multiplier 23 is supplied to comparator 24, having a second input signal responsive to source 25. Source 25 derives a constant magnitude signal having a value indicative of a signal magnitude of plus one for the output of multiplier 23. Comparator 24 responds to the output signals of multiplier 23 and source 25 to actuate double pole single throw switch 26, that includes an armature which selectively connects contacts 27 and 29 to output lead 28. In response to the magnitude of the output signal of multiplier 23 being less than or equal to one, comparator 24 activates switch 26 whereby the output signal of multiplier 23 which is supplied to contact 29 is fed to output lead 28 by armature 30. In the alternative, in response to the output signal magnitude of multiplier 23 exceeding a magnitude of one, comparator 24 activates switch 26 whereby the switch is energized to engage contact 27. Supplied to contact.
27 is a signal magnitude equal to plus one, as derived from source 25. A signal having a value of plus one is thereby coupled to output lead 28 in response to the comparator 24 indicating that the assigned limit has been exceeded. Hence, the signal derived on lead 28 has a magnitude linearly proportional to the magnitude of the error signal for values of the error signal that fall within the assigned limits. However, for values of the error signal that fall outside of the assigned limits, the magnitude of the signal supplied to lead 28 is a constant, equal'to plus one. I
The signal on lead 28 is supplied as one input to multiplier 32, having a second input responsive to the error signal derived from sampler 18. Multiplier 32 responds to the output signal of sampler 18 and the signal on lead 28 to derive the control signal on lead 21. As illustrated in FIG. 2, wherein the control signal amplitude is plotted as a functionof error signal, the control signal on lead 21 has: (1) a value directly proportional to the square of the error signal within the assigned limits, as indicated bymirror image square law line segments 33 and 34 on opposite'sides of a zero error signal, and (2) a value directly proportional to the error signal value outside of the assigned limits, as indicated by mirror image straight line segments 35 and 36 that have the same slope and respectively intersect segments 33 and 34 at the error values of and 60', which form boundaries for the assigned limits; at the assigned limits the control and error signal magnitudes are both equal to 60. Line segments 35 and 36, if projected into the region wherein the error signal magnitude is less than 60', would form a continuous straight line intersecting the origin of the FIG. 2 coordinate system. It is noted that the magnitudes of segments 33 and 34 between the assigned limits are less than those of corresponding points on the projected straight line and therefore the gain provided by network 19 between the assigned limthroughout the assigned limits.
its is less than the gain of a conventional linear controller, thereby reducing the amountof noise derived from profile average computer compared to a linear controller. However, some'finite gain is provided between the assigned limits sothat the response of dryer 12, as
reflected in the output of gauge 14, is not retarded, as in a normal deadband controller wherein gain is zero The nonlinear controller 19 can alsobe thought of as a device having a variable gain proportional to error signal magnitude between the assigned limits and fixed gain outside of the assigned limits. FIG. 3, wherein gain of network 19 is plotted as a function of the error, signal magnitude, assists in visualizing this concept of ,the
its, the gain of network 19 linearly increases with aslope .of l/6cr, as indicated by the upward sloping straight line segments and 37 which originate at the origin of the FIG. 3 coordinate system. As the error signal approaches zero, the gain of network 19 approaches zero to provide limited deadband like response and therefore minimize noise. However, since the gain never reaches zero for a finite,-non-'zero'error, continuous correction is provided over the entire range between the assigned limits and transient response problems of deadband controllers are substantially avoided. At theassignedlimits of 60', the gain of network 19 undergoes an abrupt transition and becomes constant, at'a value equal to plus one," as indicated by the horizontal straight line segments 38 and 39.
The values of :60 for the assigned limits were selected as a result of investigations 1 have conducted and which indicate that 160' provides an effective compro mise between transient response of the system and noise reduction. If the deadband is greater than :60, the system transient response has a tendency to be retarded. For deadbands less than i603 there is a reduction in the amount of noise removed by the system and the system operates more similarly to a conventional linear feedback controller. However, it is to be understood that other values for the assigned limits can be provided, depending upon the requirements of each individual system.
The output signal of network 19 on lead 21 is em ployed to derive a setpoint signal for controlling-the average position of valve 1 1 during a scan of gauge 14. To this end, the signal on lead 21, which is derived once for a short time interval after each scan as a result of sampling by circuit 18, is supplied to a conventional integral controller 41 that derives an output signal magnitude that remains constant for one scan of motor 14, until the next signal is derived on lead 21. The setpoint signal derived from integral controller 41 is supplied as a supervisory, steam pressure setpoint input signal to a conventional analog steam pressure controller 42. Steam pressure controller 42 is also responsive to an electrical input signal indicative of the pressure within dryer 12, as derived by pressure transducer 43. Controller 42 responds to the output signals of controller 41 and transducer 43 to derive a pneumatic signal to control the position of valve 11. The pneumatic signal supplied by controller 42 to valve 11 is responsive to a comparison of the setpoint signal derived from controller 41 and transducer 43 to control the amount of steam fed to dryer 12 from source 44, whereby the steam pressure in dryer 12 is maintained at a value determined by,controller 41. Randomuncontrollable variations in the steam pressure are reduced as a result of the present invention because of the non-linear nature ofnetwork19, but the steam pressure is controlled as a-fun'ction of the errorsignal magnitude for all values oftheverror. r
While'one embodi ent has been described and illustrated, it will be .clearthat variations in the details .of theembodiment specifically illustrated and described may be made without departing from the true spirit and scope of :the invention as defined the appended claims. While the principles ofthe invention-have been described inconjunction with-a sampled analog type controller, it is to be understood that'the invention is equally applicable to digital typecontrollers and can be performed by general or special purpose digital computer means. Also, the invention is applicable to sampling or digital controllers wherein control signals are intermittently applied directly to an actuator, as well as supervisory, set'pointcontrol as specifically described in connection with FIG. 1. I
.I claim:
1. A system'for controlling an'output of an actuator, said-output controlling a parameter to a setpoint value, comprising a feedback loop having an input responsive to a first signal indicative of the magnitude of the controlled parameter, said feedback loop including means for deriving an error signal indicative'of the polarity and magnitude of the deviation of the first signal from the-setpoint value, means responsive to the error signal for de'rivinga control signal having a magnitude that is a nonlinear continuous function of the deviation indicated by the error signal magnitude and has a polarity determined by the error signal indication of the polarity deviation, said control signal having a magnitude less than the magnitude indicated by the error signal for all error signal magnitudes indicative of the magnitude of the deviation being less than an assigned limit value except in response to the indicated deviation being equal to zero at which the control signal is zero, and means for energizing the actuator in response to the control signal, whereby noise normally introduced by the feedback means on the controlled parameter is substantially reduced by the nonlinear function, said control signal deriving means including-means for maintaining the control signal a linearly increasing function of the deviation indicated by the error signal magnitude, instead of the nonlinear function, for error signal magnitudes indicating that the deviation is greater than the assigned limit value, said control signal deriving means including means for deriving the control signal with a magnitude directly proportional to the square of the deviation indicated by the error signal within the deadband.
2. A system for controlling an output of an actuator, said output controlling a parameter to a setpoint value, comprising a feedback loop having an input responsive to a first signal indicative of the magnitude of the controlled parameter, said feedback loop including means for deriving an error signal having a value indicative of the polarity and magnitude of the first signal relative to a setpoint value, said error signal having a magnitude directly proportional to the difference between the first signal and the setpoint value, means responsive to the error signal for deriving a control signal having a magnitude that is a nonlinear continuous function of the error signal magnitude and a polarity determined by the error signal polarity, said control signal monotonically increasing in magnitude for all magnitudes of the error signal less than an assigned limit value, said control signal having a magnitude less than the error signal magnitude for all error signal magnitudes less than the assigned limit value except in response to the error signal value being equal to zero wherein the control signal magnitude equals zero, and means for energizing the actuator in response to the control signal, whereby noise normally introduced by the feedback means on the controlled parameter is substantially reduced by the nonlinear function, wherein the said control signal deriving means includes means for maintaining the control signal as a linear, increasing function of the error signal magnitude, instead of the nonlinear function, for error signal magnitudes greater than the assigned limit value, said control signal deriving means including means for deriving the control signal with a magnitude directly proportional to the square of the error signal magnitude within the assigned limit value of the error signal values.
3. The system of claim 2 wherein the assigned limit value has a magnitude of approximately 60', where is approximately the standard deviation of the controlled parameter, and wherein the control signal has a magnitudeof 60" at the assigned limit values.
4. Asystem for controlling an output of an actuator, said output controlling a parameter to a setpoint value, comprising a feedback loop having an input responsive to a first signalindicative of the magnitude of the controlled parameter, said feedback loop including means for deriving an error signal having a value indicative of the polarity and magnitude of the first signal relative to a setpoint value, said error signal having a magnitude directly proportional to the difference between the first signal and the setpoint value, means responsive to the error signal for deriving a control signal having a magnitude that is a nonlinear continuous function of the error signal magnitude and a polarity determined by the error signal polarity, said control signal monotonically increasing in magnitude for all magnitudes of the error signal less than an assigned limit value, said control signal having a magnitude less than the error signal magnitude for all error signal magnitudes less than the assigned limit value except in response to the error signal value being equal to zero wherein the control signal magnitude equals zero, and means for energizing the actuator in response to the control signal, whereby noise normally introduced by the feedback means on the controlled parameter is substantially reduced by the nonlinear function, wherein the said control signal deriving means includes means for maintaining the control signal as a linear, increasing function of the error signal magnitude, instead of the nonlinear function, for error signal magnitudes greater than the assigned limit value, said assigned limit value has a magnitude of approximately 60', where a is approximately the standard deviation of the controlled parameter, and wherein the control signal has a magnitude of 60 at the assigned limit values.

Claims (4)

1. A System for controlling an output of an actuator, said output controlling a parameter to a setpoint value, comprising a feedback loop having an input responsive to a first signal indicative of the magnitude of the controlled parameter, said feedback loop including means for deriving an error signal indicative of the polarity and magnitude of the deviation of the first signal from the setpoint value, means responsive to the error signal for deriving a control signal having a magnitude that is a nonlinear continuous function of the deviation indicated by the error signal magnitude and has a polarity determined by the error signal indication of the polarity deviation, said control signal having a magnitude less than the magnitude indicated by the error signal for all error signal magnitudes indicative of the magnitude of the deviation being less than an assigned limit value except in response to the indicated deviation being equal to zero at which the control signal is zero, and means for energizing the actuator in response to the control signal, whereby noise normally introduced by the feedback means on the controlled parameter is substantially reduced by the nonlinear function, said control signal deriving means including means for maintaining the control signal a linearly increasing function of the deviation indicated by the error signal magnitude, instead of the nonlinear function, for error signal magnitudes indicating that the deviation is greater than the assigned limit value, said control signal deriving means including means for deriving the control signal with a magnitude directly proportional to the square of the deviation indicated by the error signal within the deadband.
2. A system for controlling an output of an actuator, said output controlling a parameter to a setpoint value, comprising a feedback loop having an input responsive to a first signal indicative of the magnitude of the controlled parameter, said feedback loop including means for deriving an error signal having a value indicative of the polarity and magnitude of the first signal relative to a setpoint value, said error signal having a magnitude directly proportional to the difference between the first signal and the setpoint value, means responsive to the error signal for deriving a control signal having a magnitude that is a nonlinear continuous function of the error signal magnitude and a polarity determined by the error signal polarity, said control signal monotonically increasing in magnitude for all magnitudes of the error signal less than an assigned limit value, said control signal having a magnitude less than the error signal magnitude for all error signal magnitudes less than the assigned limit value except in response to the error signal value being equal to zero wherein the control signal magnitude equals zero, and means for energizing the actuator in response to the control signal, whereby noise normally introduced by the feedback means on the controlled parameter is substantially reduced by the nonlinear function, wherein the said control signal deriving means includes means for maintaining the control signal as a linear, increasing function of the error signal magnitude, instead of the nonlinear function, for error signal magnitudes greater than the assigned limit value, said control signal deriving means including means for deriving the control signal with a magnitude directly proportional to the square of the error signal magnitude within the assigned limit value of the error signal values.
3. The system of claim 2 wherein the assigned limit value has a magnitude of approximately 6 sigma , where sigma is approximately the standard deviation of the controlled parameter, and wherein the control signal has a magnitude of 6 sigma at the assigned limit values.
4. A system for controlling an output of an actuator, said output controlling a parameter to a setpoint value, comprising a feedback loop having an input responsive to a first signal indicative of the magnitude of the contRolled parameter, said feedback loop including means for deriving an error signal having a value indicative of the polarity and magnitude of the first signal relative to a setpoint value, said error signal having a magnitude directly proportional to the difference between the first signal and the setpoint value, means responsive to the error signal for deriving a control signal having a magnitude that is a nonlinear continuous function of the error signal magnitude and a polarity determined by the error signal polarity, said control signal monotonically increasing in magnitude for all magnitudes of the error signal less than an assigned limit value, said control signal having a magnitude less than the error signal magnitude for all error signal magnitudes less than the assigned limit value except in response to the error signal value being equal to zero wherein the control signal magnitude equals zero, and means for energizing the actuator in response to the control signal, whereby noise normally introduced by the feedback means on the controlled parameter is substantially reduced by the nonlinear function, wherein the said control signal deriving means includes means for maintaining the control signal as a linear, increasing function of the error signal magnitude, instead of the nonlinear function, for error signal magnitudes greater than the assigned limit value, said assigned limit value has a magnitude of approximately 6 sigma , where sigma is approximately the standard deviation of the controlled parameter, and wherein the control signal has a magnitude of 6 sigma at the assigned limit values.
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US4029946A (en) * 1974-11-22 1977-06-14 The Boeing Company Speed control device for moving objects
US4170073A (en) * 1977-12-01 1979-10-09 Kay-Ray, Inc. Wide dynamic range multi-zone drying method and apparatus for controlling product moisture
US4184109A (en) * 1976-04-30 1980-01-15 Regie Nationale Des Usines Renault Position servo loop for robot or automatic machine
US4572417A (en) * 1984-04-06 1986-02-25 Eastman Kodak Company Web tracking apparatus
US4798513A (en) * 1986-09-09 1989-01-17 Kabushiki Kaisha Toshiba Turbine control device
US5950668A (en) * 1996-10-09 1999-09-14 Fisher Controls International, Inc. Control valve positioners having improved operating characteristics
US6097989A (en) * 1992-11-16 2000-08-01 Honda Giken Kogyo Kabushiki Kaisha Adaptive controller with parameter adjustment law expressed in recurrence formula
US20050004685A1 (en) * 2003-07-02 2005-01-06 Johnson Controls Technology Company Pattern recognition adaptive controller
US20080161999A1 (en) * 2006-12-28 2008-07-03 Caterpillar Inc. Closed-loop motion-control system using error to modify gain
RU2453890C1 (en) * 2010-12-10 2012-06-20 Государственное образовательное учреждение высшего профессионального образования "Тульский государственный университет" (ТулГУ) Method of automatic control in nonlinear system and servo system to this end
RU2627964C1 (en) * 2016-10-24 2017-08-14 Акционерное общество "Конструкторское бюро приборостроения им. академика А.Г. Шипунова" Control method of object, control system (versions) and method for processing signals (versions)
US11617303B2 (en) * 2017-08-31 2023-04-04 Cnh Industrial America Llc Method and system for controlling the height of an agricultural implement relative to the ground

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Cited By (14)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US4029946A (en) * 1974-11-22 1977-06-14 The Boeing Company Speed control device for moving objects
US4184109A (en) * 1976-04-30 1980-01-15 Regie Nationale Des Usines Renault Position servo loop for robot or automatic machine
US4170073A (en) * 1977-12-01 1979-10-09 Kay-Ray, Inc. Wide dynamic range multi-zone drying method and apparatus for controlling product moisture
US4572417A (en) * 1984-04-06 1986-02-25 Eastman Kodak Company Web tracking apparatus
US4798513A (en) * 1986-09-09 1989-01-17 Kabushiki Kaisha Toshiba Turbine control device
US6097989A (en) * 1992-11-16 2000-08-01 Honda Giken Kogyo Kabushiki Kaisha Adaptive controller with parameter adjustment law expressed in recurrence formula
US5950668A (en) * 1996-10-09 1999-09-14 Fisher Controls International, Inc. Control valve positioners having improved operating characteristics
US20050004685A1 (en) * 2003-07-02 2005-01-06 Johnson Controls Technology Company Pattern recognition adaptive controller
US6937909B2 (en) * 2003-07-02 2005-08-30 Johnson Controls Technology Company Pattern recognition adaptive controller
US20080161999A1 (en) * 2006-12-28 2008-07-03 Caterpillar Inc. Closed-loop motion-control system using error to modify gain
US7933701B2 (en) 2006-12-28 2011-04-26 Caterpillar Inc. Closed-loop motion-control system using error to modify gain
RU2453890C1 (en) * 2010-12-10 2012-06-20 Государственное образовательное учреждение высшего профессионального образования "Тульский государственный университет" (ТулГУ) Method of automatic control in nonlinear system and servo system to this end
RU2627964C1 (en) * 2016-10-24 2017-08-14 Акционерное общество "Конструкторское бюро приборостроения им. академика А.Г. Шипунова" Control method of object, control system (versions) and method for processing signals (versions)
US11617303B2 (en) * 2017-08-31 2023-04-04 Cnh Industrial America Llc Method and system for controlling the height of an agricultural implement relative to the ground

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